the main privacy attack, in which the attacker uses the synthetic data to guess information on records in the original data.
the baseline attack, which models a naive attacker who ignores the synthetic data and guess randomly.
the control privacy attack, in which the attacker uses the synthetic data to guess information on records in the control dataset.
Singling Out Results
Overall Singling Out PrivacyRisk(value=0.11902156657798059, ci=(0.0, 0.2431128648195115))
Main: SuccessRate(value=0.18425818370534194, error=0.10088397692500792)
Baseline: SuccessRate(value=0.035673799566679355, error=0.03567379956667936)
Control: SuccessRate(value=0.07405018630701342, error=0.0624302257663069)
Linkability Results
Overall Linkage PrivacyRisk(value=0.019260130035860284, ci=(0.0, 0.08314540970956837))
Main: SuccessRate(value=0.05424684758401218, error=0.05070758831236596)
Baseline: SuccessRate(value=0.035673799566679355, error=0.03567379956667936)
Control: SuccessRate(value=0.035673799566679355, error=0.03567379956667936)
Inference Results
Inference Attack